Tukey’s HSD for ANCOVA

Basic Approach

Following a significant ANCOVA, we can use the usual approach to Tukey’s HSD and the Tukey-Kramer follow up test, as described in Unplanned Comparisons, except that we need to modify the value of MSW as follows:

Modified MSW

where SSB(x) and SSW(x) are the sums of squares between and within the covariance groups (based on one-way Anova on the covariate data), i.e.

SST(x)SSB(x)SSW(x)

The standard error can then be calculated as

Standard Error ANCOVA

if all the group sizes are equal (to m). This is the Tukey HSD test. If the group sizes are unequal, the standard error is (i.e. the Tukey-Kramer test)

Standard error unequal samples

Example

Example 1: Repeat Example 1 of Contrasts for ANCOVA using the Tukey-Kramer test.

The results are shown in Figure 1.

Tukey-Kramer for ANCOVA

Figure 1 – Tukey-Kramer for ANCOVA

Note that range M4:N6 references cells in Figure 1 of ANOVA Approach to ANCOVA, although the formula for MSW in cell Q9 references Figure 3 of ANOVA Approach to ANCOVA.

Data Analysis Tool

See ANCOVA Analysis Tools for information about how to conduct Tukey’s HSD or Tukey-Kramer using the Real Statistics ANCOVA data analysis tool.

Reference

Howell, D. C. (2010) Statistical methods for psychology (7th ed.). Wadsworth, Cengage Learning.
https://labs.la.utexas.edu/gilden/files/2016/05/Statistics-Text.pdf

4 thoughts on “Tukey’s HSD for ANCOVA”

  1. Hi Charles,
    Thank you for the example. I have a comment and two questions:
    – Cell Q9 looks incomplete: “=M8 *”
    – How do you calculate the pooled SD for the difference of the adjusted means?
    – After performing an ANCOVA, how do I interpret results for p-values that are smaller compared to the original ANOVA?
    Many thanks,
    Andrew K.

    Reply

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